Angelo Porrello

Position at AImageLab:

Assistant Professor (RTD)
Dipartimento d'Ingegneria "Enzo Ferrari", Modena Italy

Email:

angelo_DOT_porrello_AT_unimore_DOT_it

Angelo Porrello

Research Projects

Research Activities

Publications

1	Menabue, M.; Frascaroli, E.; Boschini, M.; Sangineto, E.; Bonicelli, L.; Porrello, A.; Calderara, S. "Semantic Residual Prompts for Continual Learning" Proceedings of the European Conference on Computer Vision 2024, vol. 15119 LNCS, Milano, Italy, pp. 1 -18 , 29/11-4/10, 2024, 2025 \| DOI: 10.1007/978-3-031-73030-6_1 Conference
2	Capitani, Giacomo; Bonicelli, Lorenzo; Porrello, Angelo; Bolelli, Federico; Calderara, Simone; Ficarra, Elisa "Towards Unbiased Continual Learning: Avoiding Forgetting in the Presence of Spurious Correlations" Proceedings of IEEE/CVF Winter Conference on Applications of Computer Vision 2025, Tucson, Arizona, Feb 28 - Mar 4, 2025 Conference
3	Corsini, Andrea; Porrello, Angelo; Calderara, Simone; Dell'Amico, Mauro "Self-Labeling the Job Shop Scheduling Problem" Proceedings of the 38th Conference on Neural Information Processing Systems, NeurIPS 2024, vol. 37, Vancouver, CANADA, Dec. 9 -15, 2024, 2024 Conference
4	Bellitto, Giovanni; Proietto Salanitri, Federica; Pennisi, Matteo; Boschini, Matteo; Bonicelli, Lorenzo; Porrello, Angelo; Calderara, Simone; Palazzo, Simone; Spampinato, Concetto "Saliency-driven Experience Replay for Continual Learning" Proceedings of the 38th Conference on Neural Information Processing Systems, NeurIPS 2024, vol. 37, Vancouver, CANADA, Dec. 9-15, 2024, 2024 Conference
5	Mancusi, Gianluca; Bernardi, Mattia; Panariello, Aniello; Porrello, Angelo; Cucchiara, Rita; Calderara, Simone "Is Multiple Object Tracking a Matter of Specialization?" Advances in Neural Information Processing Systems 38 (NeurIPS 2024), vol. 37, Vancouver, CANADA, 9-15 December 2024, 2024 Conference
6	Millunzi, Monica; Bonicelli, Lorenzo; Porrello, Angelo; Credi, Jacopo; Kolm, Petter N.; Calderara, Simone "May the Forgetting Be with You: Alternate Replay for Learning with Noisy Labels" Proceedings of the 35th British Machine Vision Conference, Glasgow, UK, 25th - 28th November 2024, 2024 Conference
7	Frascaroli, Emanuele; Panariello, Aniello; Buzzega, Pietro; Bonicelli, Lorenzo; Porrello, Angelo; Calderara, Simone "CLIP with Generative Latent Replay: a Strong Baseline for Incremental Learning" Proceedings of the 35th British Machine Vision Conference, Glasgow, UK, 25th - 28th November 2024, 2024 Conference
8	Benaglia, Riccardo; Porrello, Angelo; Buzzega, Pietro; Calderara, Simone; Cucchiara, Rita "Trajectory Forecasting through Low-Rank Adaptation of Discrete Latent Codes" Proceedings of the 27th International Conference on Pattern Recognition, Kolkata, India, December 01-05, 2024, 2024 Conference
9	Mosconi, Matteo; Sorokin, Andriy; Panariello, Aniello; Porrello, Angelo; Bonato, Jacopo; Cotogni, Marco; Sabetta, Luigi; Calderara, Simone; Cucchiara, Rita "Mask and Compress: Efficient Skeleton-based Action Recognition in Continual Learning" Proceedings of the 27th International Conference on Pattern Recognition, ICPR 2024, vol. 15309, Kolkata, India, pp. 1 -15 , 1-5 Dicembre 2024, 2024 \| DOI: 10.1007/978-3-031-78189-6_1 Conference
10	Menabue, Martin; Frascaroli, Emanuele; Boschini, Matteo; Bonicelli, Lorenzo; Porrello, Angelo; Calderara, Simone "An Attention-based Representation Distillation Baseline for Multi-Label Continual Learning" Springer Nature - Lecture Notes in Computer Science (LNCS), Riva del Sole Resort & SPA, Castiglione della Pescaia (Grosseto), Tuscany, Italy, September 22 – 25, 2024, 2024 Conference
11	Menabue, Martin; Frascaroli, Emanuele; Boschini, Matteo; Sangineto, Enver; Bonicelli, Lorenzo; Porrello, Angelo; Calderara, Simone "Semantic Residual Prompts for Continual Learning" Proceedings of the 18th European Conference on Computer Vision, Milan, Italy, 29 Sep - 4 Oct, 2024, 2024 Conference
12	Bontempo, Gianpaolo; Bolelli, Federico; Porrello, Angelo; Calderara, Simone; Ficarra, Elisa "A Graph-Based Multi-Scale Approach with Knowledge Distillation for WSI Classification" IEEE TRANSACTIONS ON MEDICAL IMAGING, vol. 43, pp. 1412 -1421 , 2024 \| DOI: 10.1109/TMI.2023.3337549 Journal
13	Capitani, Giacomo; Bolelli, Federico; Porrello, Angelo; Calderara, Simone; Ficarra, Elisa "ClusterFix: A Cluster-Based Debiasing Approach without Protected-Group Supervision" 2024 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, Hawaii, pp. 4858 -4867 , Jan 4-8, 2024, 2024 \| DOI: 10.1109/WACV57701.2024.00480 Conference
14	Bergianti, M.; Cioffo, N.; Del Buono, F.; Paganelli, M.; Porrello, A. "Avoiding the Pitfalls on Stock Market: Challenges and Solutions in Developing Quantitative Strategies" CEUR Workshop Proceedings, vol. 3486, ita, pp. 489 -494 , 2023, 2023 Conference
15	Ning, M.; Sangineto, E.; Porrello, A.; Calderara, S.; Cucchiara, R. "Input Perturbation Reduces Exposure Bias in Diffusion Models" INTERNATIONAL CONFERENCE ON MACHINE LEARNING, vol. 202, Honolulu, HI, pp. 26245 -26265 , JUL 23-29, 2023, 2023 Conference
16	Bontempo, G.; Lumetti, L.; Porrello, A.; Bolelli, F.; Calderara, S.; Ficarra, E. "Buffer-MIL: Robust Multi-instance Learning with a Buffer-Based Approach" Image Analysis and Processing – ICIAP 2023, vol. 14234, Udine, Italy, pp. 1 -12 , Sep 11-15, 2023 \| DOI: 10.1007/978-3-031-43153-1_1 Conference
17	Panariello, A.; Porrello, A.; Calderara, S.; Cucchiara, R. "Consistency-Based Self-supervised Learning for Temporal Anomaly Localization" Proceedings of the European Conference on Computer Vision Workshops, 2022, vol. 13805, Tel Aviv, Israel, pp. 338 -349 , 23/10/2022, 2023 \| DOI: 10.1007/978-3-031-25072-9_22 Conference
18	Mancusi, Gianluca; Panariello, Aniello; Porrello, Angelo; Fabbri, Matteo; Calderara, Simone; Cucchiara, Rita "TrackFlow: Multi-Object Tracking with Normalizing Flows" Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), 2023, Paris, fra, pp. 9497 -9509 , OCT 02-06, 2023, 2023 \| DOI: 10.1109/ICCV51070.2023.00874 Conference
19	Bonicelli, Lorenzo; Porrello, Angelo; Vincenzi, Stefano; Ippoliti, Carla; Iapaolo, Federica; Conte, Annamaria; Calderara, Simone "Spotting Virus from Satellites: Modeling the Circulation of West Nile Virus Through Graph Neural Networks" IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, vol. 61, pp. 1 -1 , 2023 \| DOI: 10.1109/TGRS.2023.3293270 Journal
20	Bontempo, Gianpaolo; Porrello, Angelo; Bolelli, Federico; Calderara, Simone; Ficarra, Elisa "DAS-MIL: Distilling Across Scales for MILClassification of Histological WSIs" Medical Image Computing and Computer Assisted Intervention – MICCAI 2023, PT I, vol. 14220, Vancouver, Canada, pp. 248 -258 , Oct 08-12, 2023 \| DOI: 10.1007/978-3-031-43907-0_24 Conference
21	Bontempo, Gianpaolo; Lumetti, Luca; Porrello, Angelo; Bolelli, Federico; Calderara, Simone; Ficarra, Elisa "Buffer-MIL: Robust Multi-instance Learning with a Buffer-based Approach" Image Analysis and Processing – ICIAP 2023, Udine, Italy, pp. 1 -12 , Sep 11-15, 2023 Conference
22	Boschini, Matteo; Bonicelli, Lorenzo; Buzzega, Pietro; Porrello, Angelo; Calderara, Simone "Class-Incremental Continual Learning into the eXtended DER-verse" IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, vol. 45, pp. 5497 -5512 , 2023 \| DOI: 10.1109/TPAMI.2022.3206549 Journal
23	Monti, A.; Porrello, A.; Calderara, S.; Coscia, P.; Ballan, L.; Cucchiara, R. "How many Observations are Enough? Knowledge Distillation for Trajectory Forecasting" PROCEEDINGS IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, vol. 2022-June, New Orleans USA, pp. 6543 -6552 , 19/06/2022, 2022 \| DOI: 10.1109/CVPR52688.2022.00644 Conference
24	Bonicelli, Lorenzo; Boschini, Matteo; Porrello, Angelo; Spampinato, Concetto; Calderara, Simone "On the Effectiveness of Lipschitz-Driven Rehearsal in Continual Learning" Advances in Neural Information Processing Systems 35 (NeurIPS 2022), vol. 35, New Orleans, USA, 28 Nov 2022 - 09 Dec 2022, 2022 Conference
25	Boschini, Matteo; Bonicelli, Lorenzo; Porrello, Angelo; Bellitto, Giovanni; Pennisi, Matteo; Palazzo, Simone; Spampinato, Concetto; Calderara, Simone "Transfer without Forgetting" Proceedings of the 17th European Conference on Computer Vision, ECCV 2022, vol. 13683 LNCS, Tel Aviv, Israel, pp. 692 -709 , 23-27 Oct, 2022, 2022 \| DOI: 10.1007/978-3-031-20050-2_40 Conference
26	Boschini, Matteo; Buzzega, Pietro; Bonicelli, Lorenzo; Porrello, Angelo; Calderara, Simone "Continual semi-supervised learning through contrastive interpolation consistency" PATTERN RECOGNITION LETTERS, vol. 162, pp. 9 -14 , 2022 \| DOI: 10.1016/j.patrec.2022.08.006 Journal
27	Porrello, Angelo "Sfruttare e Trasferire conoscenza a priori nelle Architetture di Deep Learning" 2022 Other
28	Vincenzi, Stefano; Porrello, Angelo; Buzzega, Pietro; Cipriano, Marco; Fronte, Pietro; Cuccu, Roberto; Ippoliti, Carla; Conte, Annamaria; Calderara, Simone "The color out of space: learning self-supervised representations for Earth Observation imagery" Proceedings of the 25th International Conference on Pattern Recognition, Milan, Italy, pp. 3034 -3041 , 10-15 January 2021, 2021 \| DOI: 10.1109/ICPR48806.2021.9413112 Conference
29	Trachtman, A. R.; Bergamini, L.; Palazzi, A.; Porrello, A.; Capobianco Dondona, A.; Del Negro, E.; Paolini, A.; Vignola, G.; Calderara, S.; Marruchella, G. "Scoring pleurisy in slaughtered pigs using convolutional neural networks" VETERINARY RESEARCH, vol. 51, pp. 51 -61 , 2020 \| DOI: 10.1186/s13567-020-00775-z Journal
30	Candeloro, L.; Ippoliti, C.; Iapaolo, F.; Monaco, F.; Morelli, D.; Cuccu, R.; Fronte, P.; Calderara, S.; Vincenzi, S.; Porrello, A.; D'Alterio, N.; Calistri, P.; Conte, A. "Predicting WNV circulation in Italy using earth observation data and extreme gradient boosting model" REMOTE SENSING, vol. 12, pp. 3064 -3083 , 2020 \| DOI: 10.3390/RS12183064 Journal
31	Porrello, Angelo; Bergamini, Luca; Calderara, Simone "Robust Re-Identification by Multiple Views Knowledge Distillation" Proceedings of the 16th European Conference on Computer Vision (ECCV) 2020, vol. 12355, Glasgow, Scotland, UK, pp. 93 -110 , August 23–28, 2020, 2020 \| DOI: 10.1007/978-3-030-58607-2_6 Conference
32	Buzzega, Pietro; Boschini, Matteo; Porrello, Angelo; Calderara, Simone "Rethinking Experience Replay: a Bag of Tricks for Continual Learning" Proceedings of the 25th International Conference on Pattern Recognition, Milan, Italy, pp. 2180 -2187 , 10-15 January 2021, 2020 \| DOI: 10.1109/ICPR48806.2021.9412614 Conference
33	Buzzega, Pietro; Boschini, Matteo; Porrello, Angelo; Abati, Davide; Calderara, Simone "Dark Experience for General Continual Learning: a Strong, Simple Baseline" Advances in Neural Information Processing Systems 33 (NIPS 2020), vol. 2020-, Vancouver, Canada, 6-12 December 2020, 2020 Conference
34	Porrello, Angelo; Abati, Davide; Calderara, Simone; Cucchiara, Rita "Classifying Signals on Irregular Domains via Convolutional Cluster Pooling" Volume 89: International Conference on Artificial Intelligence and Statistics (AISTATS) 2019, Naha,Okinawa, Japan., vol. 89, Naha, Okinawa, Japan, Tuesday, 16 April 2019, 2019 Conference
35	Vincenzi, Stefano; Porrello, Angelo; Buzzega, Pietro; Conte, Annamaria; Ippoliti, Carla; Candeloro, Luca; Di Lorenzo, Alessio; Capobianco Dondona, Andrea; Calderara, Simone "Spotting Insects from Satellites: Modeling the Presence of Culicoides Imicola Through Deep CNNs" 2019 15th International Conference on Signal-Image Technology & Internet-Based Systems (SITIS), Sorrento, Italy, Italy, pp. 159 -166 , 26-29 Nov. 2019, 2019 \| DOI: 10.1109/SITIS.2019.00036 Conference
36	Giuseppe, Marrucchella; Bergamini, Luca; Porrello, Angelo; Del Negro, Ercole; Capobianco Dondona, Andrea; Di Tondo, Francesco; Calderara, Simone "METODO DI VALUTAZIONE DI UNO STATO DI SALUTE DI UN ELEMENTO ANATOMICO, RELATIVO DISPOSITIVO DI VALUTAZIONE E RELATIVO SISTEMA DI VALUTAZIONE" 2019 Patent
37	Abati, Davide; Porrello, Angelo; Calderara, Simone; Cucchiara, Rita "Latent Space Autoregression for Novelty Detection" Proceedings of the International Conference on Computer Vision and Pattern Recognition (CVPR 2019), Long Beach, CA, pp. 481 -490 , 16-20 June 2019, 2019 \| DOI: 10.1109/CVPR.2019.00057 Conference
38	Bergamini, Luca; Porrello, Angelo; Andrea Capobianco Dondona, ; Ercole Del Negro, ; Mauro, Mattioli; Nicola, D’Alterio; Calderara, Simone "Multi-views Embedding for Cattle Re-identification" The 14th International Conference on SIGNAL IMAGE TECHNOLOGY & INTERNET BASED SYSTEMS, Las Palmas de Gran Canaria, Spain, pp. 184 -191 , 26-29 November 2018, 2018 \| DOI: 10.1109/SITIS.2018.00036 Conference